Open Access

Table 1

Improvement process from DeepLabv1 to DeepLabv3+

Module DeepLabv1 DeepIabv2 DeepLabv3 DeepLabv3+
Feature extraction VGG16 ResNet ResNet+ Xception
Atrous convolution
CRF × ×
Encoder-Decoder × × ×

Note:   √ and × indicate that this network owns or does not own the module, respectively

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